Saeid Homayouni

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 59

Top Topics

Image Classification

Synthetic Aperture Radar

Top Venues

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.

Int. J. Appl. Earth Obs. Geoinformation

Publications

Hamid Jafarzadeh, Abhinav Verma, Masoud MahdianPari, Avik Bhattacharya, Saeid Homayouni
Enhanced Crop Discrimination and Monitoring Using Compact-Polarimetric SAR Signature Analysis From RADARSAT Constellation Mission. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Masoumeh Hamidi, Saeid Homayouni, Abdolreza Safari, Hadiseh Hasani
Deep learning based crop-type mapping using SAR and optical data fusion. Int. J. Appl. Earth Obs. Geoinformation 129 (2024)
Hamid Jafarzadeh, Abhinav Verma, Masoud MahdianPari, Eric W. Gill, Avik Bhattacharya, Saeid Homayouni
Compact-Polarimetric SAR Signature Analysis for Wetland Characterization Using RADARSAT Constellation Mission. IEEE Trans. Geosci. Remote. Sens. 62 (2024)
Hamid Jafarzadeh, Masoud MahdianPari, Abhinav Verma, Avik Bhattacharya, Saeid Homayouni
Crop Discrimination and Mapping Using Multi-Temporal RCM Compact Polarimetry SAR Data. IGARSS (2023)
Ali Radman, Reza Shah-Hosseini, Saeid Homayouni
An Unsupervised Saliency-Guided Deep Convolutional Neural Network for Accurate Burn Mapping from Sentinel-1 SAR Data. Remote. Sens. 15 (5) (2023)
Mahdiye Zaboli, Heidar Rastiveis, Benyamin Hosseiny, Danesh Shokri, Wayne A. Sarasua, Saeid Homayouni
D-Net: A Density-Based Convolutional Neural Network for Mobile LiDAR Point Clouds Classification in Urban Areas. Remote. Sens. 15 (9) (2023)
Chayma Chaabani, Saeid Homayouni, Karem Chokmani
Sentinel-1 Sar Image Capabilities For Lake Ice Cover Monitoring. IGARSS (2023)
Saeid Amini, Mohsen Saber, Hamidreza Rabiei-Dastjerdi, Saeid Homayouni
Urban Land Use and Land Cover Change Analysis Using Random Forest Classification of Landsat Time Series. Remote. Sens. 14 (11) (2022)
Mohammed Dabboor, Ian Olthof, Masoud MahdianPari, Fariba Mohammadimanesh, Mohammed Shokr, Brian Brisco, Saeid Homayouni
The RADARSAT Constellation Mission Core Applications: First Results. Remote. Sens. 14 (2) (2022)
Rajeev Bhattarai, Parinaz Rahimzadeh-Bajgiran, Aaron Weiskittel, Saeid Homayouni, Tawanda W. Gara, Ryan P. Hanavan
Estimating species-specific leaf area index and basal area using optical and SAR remote sensing data in Acadian mixed spruce-fir forests, USA. Int. J. Appl. Earth Obs. Geoinformation 108 (2022)
Ramin Farhadiani, Saeid Homayouni, Avik Bhattacharya, Masoud MahdianPari
SAR Despeckling Based on CNN and Bayesian Estimator in Complex Wavelet Domain. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Hazhir Bahrami, Heather McNairn, Masoud MahdianPari, Saeid Homayouni
A Meta-Analysis of Remote Sensing Technologies and Methodologies for Crop Characterization. Remote. Sens. 14 (22) (2022)
Amirhossein Rostami, Reza Shah-Hosseini, Shabnam Asgari, Arastou Zarei, Mohammad Aghdami-Nia, Saeid Homayouni
Active Fire Detection from Landsat-8 Imagery Using Deep Multiple Kernel Learning. Remote. Sens. 14 (4) (2022)
Ali Jamali, Masoud MahdianPari, Fariba Mohammadimanesh, Avik Bhattacharya, Saeid Homayouni
PolSAR Image Classification Based on Deep Convolutional Neural Networks Using Wavelet Transformation. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Farzane Mohseni, S. Mohammad MirMazloumi, Mehdi Mokhtarzade, Sadegh Jamali, Saeid Homayouni
Global Evaluation of SMAP/Sentinel-1 Soil Moisture Products. Remote. Sens. 14 (18) (2022)
Swarnendu Sekhar Ghosh, Subhadip Dey, Narayanarao Bhogapurapu, Saeid Homayouni, Avik Bhattacharya, Heather McNairn
Gaussian Process Regression Model for Crop Biophysical Parameter Retrieval from Multi-Polarized C-Band SAR Data. Remote. Sens. 14 (4) (2022)
Mohammed Dabboor, Ian Olthof, Masoud MahdianPari, Fariba Mohammadimanesh, Mohammed Shokr, Brian Brisco, Saeid Homayouni
Results Update on the Performance of the Radarsat Constellation Mission. IGARSS (2022)
Ali Jamali, Masoud MahdianPari, Fariba Mohammadimanesh, Saeid Homayouni
A deep learning framework based on generative adversarial networks and vision transformer for complex wetland classification using limited training samples. Int. J. Appl. Earth Obs. Geoinformation 115 (2022)
Mojtaba Saboori, Saeid Homayouni, Reza Shah-Hosseini, Ying Zhang
Optimum Feature and Classifier Selection for Accurate Urban Land Use/Cover Mapping from Very High Resolution Satellite Imagery. Remote. Sens. 14 (9) (2022)
Mohsen Ansari, Weimin Huang, Saeid Homayouni, Saeid Niazmardi, Abdolreza Safari
Convolutional Deep Kernel Method for Land Cover Mapping from Hyperspectral Imagery. IGARSS (2022)
Mohammad Aghdami-Nia, Reza Shah-Hosseini, Amirhossein Rostami, Saeid Homayouni
Automatic coastline extraction through enhanced sea-land segmentation by modifying Standard U-Net. Int. J. Appl. Earth Obs. Geoinformation 109 (2022)
Liping Di, Saeid Homayouni, Monique Bernier
10th International Conference on Agro-Geoinformatics 43rd Canadian Symposium on Remote Sensing (hybrid event). Agro-Geoinformatics (2022)
Maryam Rahimzad, Saeid Homayouni, Amin Alizadeh Naeini, Saeed Nadi
An Efficient Multi-Sensor Remote Sensing Image Clustering in Urban Areas via Boosted Convolutional Autoencoder (BCAE). Remote. Sens. 13 (13) (2021)
Masoud MahdianPari, Brian Brisco, Jean Granger, Fariba Mohammadimanesh, Bahram Salehi, Saeid Homayouni, Laura L. Bourgeau-Chavez
The Third Generation of Pan-Canadian Wetland Map at 10 m Resolution Using Multisource Earth Observation Data on Cloud Computing Platform. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Sophie Dufour-Beauséjour, Monique Bernier, Jérome Simon, Saeid Homayouni, Véronique Gilbert, Yves Gauthier, Juupi Tuniq, Anna Wendleder, Achim Roth
Tenuous Correlation between Snow Depth or Sea Ice Thickness and C- or X-Band Backscattering in Nunavik Fjords of the Hudson Strait. Remote. Sens. 13 (4) (2021)
Masoud MahdianPari, Hamid Jafarzadeh, Jean Granger, Fariba Mohammadimanesh, Brian Brisco, Bahram Salehi, Saeid Homayouni, Qihao Weng
Monitoring of 30 Years Wetland Changes in Newfoundland, Canada. IGARSS (2021)
Mohsen Ansari, Saeid Homayouni, Abdolreza Safari, Saeid Niazmardi
A New Convolutional Kernel Classifier for Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Hamid Jafarzadeh, Masoud MahdianPari, Eric Gill, Fariba Mohammadimanesh, Saeid Homayouni
Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation. Remote. Sens. 13 (21) (2021)
Subhadip Dey, Narayanarao Bhogapurapu, Saeid Homayouni, Avik Bhattacharya, Heather McNairn
Unsupervised Classification of Crop Growth Stages with Scattering Parameters from Dual-Pol Sentinel-1 SAR Data. Remote. Sens. 13 (21) (2021)
Mehdi Hosseini, Heather McNairn, Scott W. Mitchell, Laura Dingle Robertson, Andrew A. Davidson, Nima Ahmadian, Avik Bhattacharya, Erik Borg, Christopher Conrad, Katarzyna Dabrowska-Zielinska, Diego de Abelleyra, Radoslaw Gurdak, Vineet Kumar, Nataliia Kussul, Dipankar Mandal, Y. S. Rao, Nicanor Saliendra, Andrii Shelestov, Daniel Spengler, Santiago R. Verón, Saeid Homayouni, Inbal Becker-Reshef
A Comparison between Support Vector Machine and Water Cloud Model for Estimating Crop Leaf Area Index. Remote. Sens. 13 (7) (2021)
Hamid Ghanbari, Masoud MahdianPari, Saeid Homayouni, Fariba Mohammadimanesh
A Meta-Analysis of Convolutional Neural Networks for Remote Sensing Applications. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Hejar Shahabi, Maryam Rahimzad, Sepideh Tavakkoli Piralilou, Omid Ghorbanzadeh, Saeid Homayouni, Thomas Blaschke, Samsung Lim, Pedram Ghamisi
Unsupervised Deep Learning for Landslide Detection from Multispectral Sentinel-2 Imagery. Remote. Sens. 13 (22) (2021)
Hazhir Bahrami, Saeid Homayouni, Masoud MahdianPari, Abdolreza Safari
Ensemble Learning for Crop Monitoring from Multitemporal Optical and Synthetic Aperture Radar Earth Observations. IGARSS (2021)
Nasehe Jamshidpour, Abdolreza Safari, Saeid Homayouni
A GA-Based Multi-View, Multi-Learner Active Learning Framework for Hyperspectral Image Classification. Remote. Sens. 12 (2) (2020)
Salman Ahmadi, Saeid Homayouni
A Novel Active Contours Model for Environmental Change Detection from Multitemporal Synthetic Aperture Radar Images. Remote. Sens. 12 (11) (2020)
Masoud MahdianPari, Jean Granger, Fariba Mohammadimanesh, Bahram Salehi, Brian Brisco, Saeid Homayouni, Eric Gill, Brian Huberty, Megan Lang
Meta-Analysis of Wetland Classification Using Remote Sensing: A Systematic Review of a 40-Year Trend in North America. Remote. Sens. 12 (11) (2020)
Benyamin Hosseiny, Heidar Rastiveis, Saeid Homayouni
An Automated Framework for Plant Detection Based on Deep Simulated Learning from Drone Imagery. Remote. Sens. 12 (21) (2020)
Mohammadreza Sheykhmousa, Masoud MahdianPari, Hamid Ghanbari, Fariba Mohammadimanesh, Pedram Ghamisi, Saeid Homayouni
Support Vector Machine Versus Random Forest for Remote Sensing Image Classification: A Meta-Analysis and Systematic Review. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13 (2020)
Nasehe Jamshidpour, Abdolreza Safari, Saeid Homayouni
Multiview Active Learning Optimization Based on Genetic Algorithm and Gaussian Mixture Models for Hyperspectral Data. IEEE Geosci. Remote. Sens. Lett. 17 (1) (2020)
Roghieh Eskandari, Masoud MahdianPari, Fariba Mohammadimanesh, Bahram Salehi, Brian Brisco, Saeid Homayouni
Meta-analysis of Unmanned Aerial Vehicle (UAV) Imagery for Agro-environmental Monitoring Using Machine Learning and Statistical Models. Remote. Sens. 12 (21) (2020)
Ayub Mohammadi, Sadra Karimzadeh, Shazad Jamal Jalal, Khalil Valizadeh Kamran, Himan Shahabi, Saeid Homayouni, Nadhir Al-Ansari
A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models. Sensors 20 (24) (2020)
Ramin Farhadiani, Saeid Homayouni, Abdolreza Safari
Hybrid SAR Speckle Reduction Using Complex Wavelet Shrinkage and Non-Local PCA-Based Filtering. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (5) (2019)
Saeid Homayouni, Heather McNairn, Mehdi Hosseini, Xianfeng Jiao, Jarrett Powers
Quad and compact multitemporal C-band PolSAR observations for crop characterization and monitoring. Int. J. Appl. Earth Obs. Geoinformation 74 (2019)
Mehdi Hosseini, Heather McNairn, Scott W. Mitchell, Laura Dingle Robertson, Andrew A. Davidson, Saeid Homayouni
Synthetic aperture radar and optical satellite data for estimating the biomass of corn. Int. J. Appl. Earth Obs. Geoinformation 83 (2019)
Masoud MahdianPari, Fariba Mohammadimanesh, Heather McNairn, Andrew A. Davidson, Mohammad Rezaee, Bahram Salehi, Saeid Homayouni
Mid-season Crop Classification Using Dual-, Compact-, and Full-Polarization in Preparation for the Radarsat Constellation Mission (RCM). Remote. Sens. 11 (13) (2019)
Masoud MahdianPari, Bahram Salehi, Fariba Mohammadimanesh, Saeid Homayouni, Eric Gill
The First Wetland Inventory Map of Newfoundland at a Spatial Resolution of 10 m Using Sentinel-1 and Sentinel-2 Data on the Google Earth Engine Cloud Computing Platform. Remote. Sens. 11 (1) (2019)
Nasehe Jamshidpour, Enayat Hosseini Aria, Abdolreza Safari, Saeid Homayouni
Adaptive Self-Learned Active Learning Framework for Hyperspectral Classification. WHISPERS (2019)
Saeid Niazmardi, Saeid Homayouni, Abdolreza Safari, Heather McNairn, Jiali Shang, Keith Beckett
Histogram-based spatio-temporal feature classification of vegetation indices time-series for crop mapping. Int. J. Appl. Earth Obs. Geoinformation 72 (2018)
Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni
Multiple Kernel Learning for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 56 (3) (2018)
Saeid Amini, Saeid Homayouni, Abdolreza Safari, Ali Asghar Darvishsefat
Object-based classification of hyperspectral data using Random Forest algorithm. Geo spatial Inf. Sci. 21 (2) (2018)
Hamid Ghanbari, Saeid Homayouni, Pedram Ghamisi, Abdolreza Safari
Radiometric Normalization of Multitemporal and Multisensor Remote Sensing Images Based on a Gaussian Mixture Model and Error Ellipse. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11 (11) (2018)
Nasehe Jamshidpour, Abdolreza Safari, Saeid Homayouni
Spectral-Spatial Semisupervised Hyperspectral Classification Using Adaptive Neighborhood. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10 (9) (2017)
Heather McNairn, Saeid Homayouni, Mehdi Hosseini, Jarrett Powers, Keith Beckett, William Parkinson
Compact polarimetric synthetic aperture radar for monitoring crop condition. IGARSS (2017)
Amin Alizadeh Naeini, Sayyed Hamed Alizadeh Moghaddam, Sayyed Mohammad Javad Mirzadeh, Saeid Homayouni, Sayyed Bagher Fatemi
Multiobjective Genetic Optimization of Terrain-Independent RFMs for VHSR Satellite Images. IEEE Geosci. Remote. Sens. Lett. 14 (8) (2017)
Saeid Niazmardi, Abdolreza Safari, Saeid Homayouni
A Novel Multiple Kernel Learning Framework for Multiple Feature Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10 (8) (2017)
Haifa Tamiminia, Saeid Homayouni, Heather McNairn, Abdolreza Safari
A particle swarm optimized kernel-based clustering method for crop mapping from multi-temporal polarimetric L-band SAR observations. Int. J. Appl. Earth Obs. Geoinformation 58 (2017)
Saeid Niazmardi, Abdolreza Safari, Saeid Homayouni
Similarity-Based Multiple Kernel Learning Algorithms for Classification of Remotely Sensed Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10 (5) (2017)
Saeid Niazmardi, Begüm Demir, Lorenzo Bruzzone, Abdolreza Safari, Saeid Homayouni
A comparative study on Multiple Kernel Learning for remote sensing image classification. IGARSS (2016)
Nasehe Jamshidpour, Saeid Homayouni, Abdolreza Safari
Graph-based semi-supervised hyperspectral image classification using spatial information. WHISPERS (2016)
Heather McNairn, Thomas J. Jackson, Grant Wiseman, Stephane Belair, Aaron Berg, Paul Bullock, Andreas Colliander, Michael H. Cosh, Seung-Bum Kim, Ramata Magagi, Mahta Moghaddam, Eni G. Njoku, Justin R. Adams, Saeid Homayouni, Emmanuel Ojo, Tracy L. Rowlandson, Jiali Shang, Kalifa Goita, Mehdi Hosseini
The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms. IEEE Trans. Geosci. Remote. Sens. 53 (5) (2015)
Reza Shah-Hosseini, Saeid Homayouni, Abdolreza Safari
A Hybrid Kernel-Based Change Detection Method for Remotely Sensed Data in a Similarity Space. Remote. Sens. 7 (10) (2015)
Amin Alizadeh Naeini, Saeid Homayouni, Mohammad Saadatseresht
Intrinsic Dimensionality Estimation in Hyperspectral Imagery Using Residual and Change-Point Analyses. IEEE Geosci. Remote. Sens. Lett. 11 (11) (2014)
Amin Alizadeh Naeini, Saeid Homayouni, Mohammad Saadatseresht, Hossein Torabzadeh
Evaluation of intrinsic dimensionality methods using residual and change-point analyses. WHISPERS (2014)
Davood Akbari, Saeid Homayouni, Abdolreza Safari, Safa Khazai
An efficient framework for spectral-spatial classification of hyperspectral images in urban areas. IGARSS (2014)
Amin Alizadeh Naeini, Saeid Homayouni, Mohammad Saadatseresht
Improving the Dynamic Clustering of Hyperspectral Data Based on the Integration of Swarm Optimization and Decision Analysis. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (6) (2014)
Grant Wiseman, Heather McNairn, Saeid Homayouni, Jiali Shang
RADARSAT-2 Polarimetric SAR Response to Crop Biomass for Agricultural Production Monitoring. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (11) (2014)
Bahareh Yekkehkhany, Saeid Homayouni, Heather McNairn, Abdolreza Safari
Multi-temporal full polarimetry L-band SAR data classification for agriculture land cover mapping. IGARSS (2014)
Davood Akbari, Saeid Homayouni, Abdolreza Safari, Safa Khazai, Hossein Torabzadeh
An improved marker selection method for hyperspectral image segmentation and classification. WHISPERS (2014)
Saeid Amini, Saeid Homayouni, Abdolreza Safari
Semi-supervised classification of hyperspectral image using random forest algorithm. IGARSS (2014)
Saeid Niazmardi, Saeid Homayouni, Abdolreza Safari
An Improved FCM Algorithm Based on the SVDD for Unsupervised Hyperspectral Data Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6 (2-3) (2013)
Safa Khazai, Abdolreza Safari, Barat Mojaradi, Saeid Homayouni
An Approach for Subpixel Anomaly Detection in Hyperspectral Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6 (2-3) (2013)
Mohammad Alioghli Fazel, Valentin Poncos, Saeid Homayouni, Mahdi Motagh
Land cover change detection using unsupervised kernel C-means and multi-temporal SAR data. IGARSS (2013)
Safa Khazai, Abdolreza Safari, Barat Mojaradi, Saeid Homayouni
Improving the SVDD Approach to Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. 9 (4) (2012)
Mohammad Alioghli Fazel, Saeid Homayouni, Vahid Akbari, Masoud MahdianPari
Speckle reduction of SAR images using curvelet and wavelet transforms based on spatial features characteristics. IGARSS (2012)
Mohsen Zare Baghbidi, Kamal Jamshidi, Ahmad Reza Naghsh-Nilchi, Saeid Homayouni
Improvement of Anomoly Detection Algorithms in Hyperspectral Images using Discrete Wavelet Transform CoRR (2012)
Safa Khazai, Abdolreza Safari, Barat Mojaradi, Saeid Homayouni
A fast-adaptive support vector method for full-pixel anomaly detection in hyperspectral images. IGARSS (2011)
Safa Khazai, Saeid Homayouni, Abdolreza Safari, Barat Mojaradi
Anomaly Detection in Hyperspectral Images Based on an Adaptive Support Vector Method. IEEE Geosci. Remote. Sens. Lett. 8 (4) (2011)
Mozhdeh Shahbazi, Saeid Homayouni, Mohammad Saadatseresht, Mehran Sattari
Range Camera Self-Calibration Based on Integrated Bundle Adjustment via Joint Setup with a 2D Digital Camera. Sensors 11 (9) (2011)
Reza Shah-Hosseini, Saeid Homayouni
A SVMS-based hyperspectral data classification algorithm in a similarity space. WHISPERS (2009)